{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "numerous-correspondence",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import glob\n",
    "import numpy as np\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "from models.dylvvit import LVViTDiffPruning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "continent-guatemala",
   "metadata": {},
   "outputs": [],
   "source": [
    "# build transforms\n",
    "from torchvision import datasets, transforms\n",
    "from timm.data.constants import IMAGENET_DEFAULT_MEAN, IMAGENET_DEFAULT_STD\n",
    "\n",
    "t_resize_crop = transforms.Compose([\n",
    "    transforms.Resize(256, interpolation=3),\n",
    "    transforms.CenterCrop(224),\n",
    "])\n",
    "\n",
    "t_to_tensor = transforms.Compose([\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize(IMAGENET_DEFAULT_MEAN, IMAGENET_DEFAULT_STD),\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "republican-private",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<All keys matched successfully>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# build model\n",
    "BASE_RATE = 0.7\n",
    "KEEP_RATE = [BASE_RATE, BASE_RATE ** 2, BASE_RATE ** 3]\n",
    "PRUNING_LOC = [5, 10, 15]\n",
    "CKPT_PATH = 'pretrained/dynamic-vit_lv-m_r0.7.pth'\n",
    "\n",
    "model = LVViTDiffPruning(\n",
    "    patch_size=16, embed_dim=512, depth=20, num_heads=8, mlp_ratio=3.,\n",
    "    p_emb='4_2',skip_lam=2., return_dense=True, mix_token=True,\n",
    "    pruning_loc=PRUNING_LOC, token_ratio=KEEP_RATE, viz_mode=True,\n",
    ")\n",
    "\n",
    "checkpoint = torch.load(CKPT_PATH, map_location='cpu')['model']\n",
    "model.load_state_dict(checkpoint)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "current-mobility",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_keep_indices(decisions):\n",
    "    keep_indices = []\n",
    "    for i in range(3):\n",
    "        if i == 0:\n",
    "            keep_indices.append(decisions[i])\n",
    "        else:\n",
    "            keep_indices.append(keep_indices[-1][decisions[i]])\n",
    "    return keep_indices\n",
    "def gen_masked_tokens(tokens, indices, alpha=0.2):\n",
    "    indices = [i for i in range(196) if i not in indices]\n",
    "    tokens = tokens.copy()\n",
    "    tokens[indices] = alpha * tokens[indices] + (1 - alpha) * 255\n",
    "    return tokens\n",
    "\n",
    "def recover_image(tokens):\n",
    "    # image: (C, 196, 16, 16)\n",
    "    image = tokens.reshape(14, 14, 16, 16, 3).swapaxes(1, 2).reshape(224, 224, 3)\n",
    "    return image\n",
    "\n",
    "def gen_visualization(image, decisions):\n",
    "    keep_indices = get_keep_indices(decisions)\n",
    "    image = np.asarray(image)\n",
    "    image_tokens = image.reshape(14, 16, 14, 16, 3).swapaxes(1, 2).reshape(196, 16, 16, 3)\n",
    "\n",
    "    stages = [\n",
    "        recover_image(gen_masked_tokens(image_tokens, keep_indices[i]))\n",
    "        for i in range(3)\n",
    "    ]\n",
    "    viz = np.concatenate([image] + stages, axis=1)\n",
    "    return viz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "statewide-newman",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.5, 895.5, 223.5, -0.5)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualization\n",
    "# use a random image from IMAGE_ROOT\n",
    "\n",
    "IMAGE_ROOT = 'imgs'\n",
    "image_paths = glob.glob(f'imgs/*.jpg')\n",
    "idx = np.random.randint(len(image_paths))\n",
    "image_path = image_paths[idx]\n",
    "image = Image.open(image_path)\n",
    "\n",
    "image = t_resize_crop(image)\n",
    "im_tensor = t_to_tensor(image).unsqueeze(0)\n",
    "\n",
    "device = 'cpu'\n",
    "model.to(device)\n",
    "model.eval()\n",
    "im_tensor = im_tensor.to(device)\n",
    "with torch.cuda.amp.autocast():\n",
    "    output, decisions = model(im_tensor)\n",
    "decisions = [decisions[i][0][0].cpu().numpy() for i in range(3)]\n",
    "viz = gen_visualization(image, decisions)\n",
    "\n",
    "plt.figure(figsize=(20, 5))\n",
    "plt.imshow(viz)\n",
    "plt.axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "approximate-russian",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.7.11 ('mvp': conda)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.11"
  },
  "vscode": {
   "interpreter": {
    "hash": "a5c87c3e73a9fecddfd013d680d254f0ecfc90a3fb1ee75d820336ecf18d59f8"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
